Multi-Task Learning

Multi-task learning aims to learn multiple different tasks simultaneously while maximizing performance on one or all of the tasks.

( Image credit: Cross-stitch Networks for Multi-task Learning )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 26–50 of 3687 papers

Title	Date	Tasks	Status	Hype
UCF: Uncovering Common Features for Generalizable Deepfake Detection	Apr 27, 2023	Binary ClassificationDecoder	CodeCode Available	3
Multi-Task Learning as Multi-Objective Optimization	Oct 10, 2018	Depth EstimationGeneral Classification	CodeCode Available	2
MTLoRA: A Low-Rank Adaptation Approach for Efficient Multi-Task Learning	Mar 29, 2024	Multi-Task Learningparameter-efficient fine-tuning	CodeCode Available	2
MTLoRA: Low-Rank Adaptation Approach for Efficient Multi-Task Learning	Jan 1, 2024	Multi-Task Learningparameter-efficient fine-tuning	CodeCode Available	2
Multi-Task Learning as a Bargaining Game	Feb 2, 2022	Multi-Task Learning	CodeCode Available	2
Modality-agnostic Domain Generalizable Medical Image Segmentation by Multi-Frequency in Multi-Scale Attention	May 10, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
MFTCoder: Boosting Code LLMs with Multitask Fine-Tuning	Nov 4, 2023	Multi-Task Learning	CodeCode Available	2
MAGVIT: Masked Generative Video Transformer	Dec 10, 2022	Multi-Task LearningText-to-Video Generation	CodeCode Available	2
Measuring Massive Multitask Language Understanding	Sep 7, 2020	Elementary MathematicsMulti-task Language Understanding	CodeCode Available	2
Modeling the Sequential Dependence among Audience Multi-step Conversions with Multi-task Learning in Targeted Display Advertising	May 18, 2021	Multi-Task Learning	CodeCode Available	2
NeuroLM: A Universal Multi-task Foundation Model for Bridging the Gap between Language and EEG Signals	Aug 27, 2024	EEGElectroencephalogram (EEG)	CodeCode Available	2
LAA-Net: Localized Artifact Attention Network for Quality-Agnostic and Generalizable Deepfake Detection	Jan 24, 2024	DeepFake DetectionFace Swapping	CodeCode Available	2
In-BoXBART: Get Instructions into Biomedical Multi-Task Learning	Apr 15, 2022	Few-Shot LearningMulti-Task Learning	CodeCode Available	2
InvPT++: Inverted Pyramid Multi-Task Transformer for Visual Scene Understanding	Jun 8, 2023	DecoderMulti-Task Learning	CodeCode Available	2
Hokoff: Real Game Dataset from Honor of Kings and its Offline Reinforcement Learning Benchmarks	Aug 20, 2024	Multi-agent Reinforcement LearningMulti-Task Learning	CodeCode Available	2
A Multi-task Learning Model for Chinese-oriented Aspect Polarity Classification and Aspect Term Extraction	Dec 17, 2019	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	2
GeoGround: A Unified Large Vision-Language Model for Remote Sensing Visual Grounding	Nov 16, 2024	Instruction FollowingLanguage Modeling	CodeCode Available	2
Hypersim: A Photorealistic Synthetic Dataset for Holistic Indoor Scene Understanding	Nov 4, 2020	Multi-Task LearningScene Understanding	CodeCode Available	2
LauraGPT: Listen, Attend, Understand, and Regenerate Audio with GPT	Oct 7, 2023	Audio captioningAutomatic Speech Recognition	CodeCode Available	2
Joint 2D-3D Multi-Task Learning on Cityscapes-3D: 3D Detection, Segmentation, and Depth Estimation	Apr 3, 2023	3D Object DetectionAutonomous Driving	CodeCode Available	2
Joint Perception and Prediction for Autonomous Driving: A Survey	Dec 18, 2024	Autonomous Drivingmotion prediction	CodeCode Available	2
EGTR: Extracting Graph from Transformer for Scene Graph Generation	Apr 2, 2024	Graph GenerationMulti-Task Learning	CodeCode Available	2
ExT5: Towards Extreme Multi-Task Scaling for Transfer Learning	Nov 22, 2021	DenoisingMulti-Task Learning	CodeCode Available	2
Meta-World: A Benchmark and Evaluation for Multi-Task and Meta Reinforcement Learning	Oct 24, 2019	Meta-LearningMeta Reinforcement Learning	CodeCode Available	2
Diffusion-based Visual Anagram as Multi-task Learning	Dec 3, 2024	DenoisingMulti-Task Learning	CodeCode Available	2

Show:10 25 50

← PrevPage 2 of 148Next →

All datasets QM9 Cityscapes test NYUv2 OMNIGLOT CelebA UTKFace wireframe dataset

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	PCGrad	∆m%	125.7	—	Unverified
2	CAGrad	∆m%	112.8	—	Unverified
3	IMTL-G	∆m%	77.2	—	Unverified
4	Nash-MTL	∆m%	62	—	Unverified
5	BayesAgg-MTL	∆m%	53.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SwinMTL	mIoU	76.41	—	Unverified
2	Nash-MTL	mIoU	75.41	—	Unverified
3	MultiObjectiveOptimization	mIoU	66.63	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SwinMTL	Mean IoU	58.14	—	Unverified
2	Nash-MTL	Mean IoU	40.13	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Gumbel-Matrix Routing	Average Accuracy	93.52	—	Unverified
2	Mixture-of-Experts	Average Accuracy	92.19	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MGDA-UB	Error	8.25	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BayesAgg-MTL	delta_m	-2.23	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LETR	FH	83.3	—	Unverified